Cited by 6Assistive Technology in Communication and MobilityNeurobiology of Language and BilingualismVoice and Speech Disorders

Improving lexical retrieval with LingoTalk: an app-based, self-administered treatment for clients with aphasia

Open access
Heide, Judith, Netzebandt, Jonka, Ahrens, Stine, Brüsch, Julia, Saalfrank, Teresa, Schmitz-Antonischki, Dorit·2023·Frontiers in Communication

Abstract

Introduction: LingoTalk is a German speech-language app designed to enhance lexical retrieval in individuals with aphasia. It incorporates automatic speech recognition (ASR) to provide therapist-independent feedback. The execution and effectiveness of a self-administered intervention with LingoTalk was explored in a case series study. Methods: Three individuals with chronic aphasia participated in a highly individualized, supervised self-administered intervention lasting 3 weeks. The LingoTalk app closely monitored the frequency, intensity and progress of the intervention. Treatment efficacy was assessed using a multiple baseline design, examining both item-specific treatment effects and generalization to untreated items, an untreated task, and spontaneous speech. Results: All participants successfully completed the intervention with LingoTalk, although one participant was not able to use the ASR feature. None of the participants fully adhered to the treatment protocol. All participants demonstrated significant and sustained improvement in the naming of practiced items, although there was limited evidence of generalization. Additionally, there was a slight reduction in word-finding difficulties during spontaneous speech. Discussion: This small-scale study indicates that self-administered intervention with LingoTalk can improve oral naming of treated items. Thus, it has the potential to complement face-to-face speech-language therapy, such as within in a “flipped speech room” approach. The choice of feedback mode is discussed. Transparent progress monitoring of the intervention appears to positively influence patients' motivation.

AI snapshot

Written from the paper’s full text.

TL;DR

LingoTalk, a German speech-language app with automatic speech recognition (ASR), was evaluated in a case series of three people with chronic aphasia using a supervised but mostly self-administered intervention. All participants improved significantly on practiced naming items, but adherence varied and generalization to untreated materials was limited.

Key findings

  • All three participants completed at least 29 training sessions within 3 weeks, but none fully adhered to the planned protocol of 30 sessions over 15 days: P1 completed 30 sessions in 17 days, P2 29 sessions in 12 days, and P3 46 sessions in 16 days.
  • Naming of treated items improved significantly and was sustained: P1 improved from 12/50 to 35/50 after treatment and 39/50 at follow-up; P2 from 7/40 to 36/40 and 27/40 at 5 weeks; P3 from 1/22 to 22/22 and 18/22 at 6 weeks (all p < 0.001).
  • Generalization was limited: P1 showed delayed improvement on untreated items from a treated topic (4/30 to 22/30 at follow-up, p < 0.001); P3 improved on naming by definition for treated items (1/18 to 12/18, p = 0.003); P2 and P3 showed no significant generalization to untreated items or WPP oral naming.
  • Spontaneous speech word-finding difficulties decreased slightly for P1 (one every 1.54 phrases before, 2.18 after, 5.3 at follow-up) and P3 (one every 5.05 phrases before, 6.85 after). In a separate ASR validation with neurotypical speakers, agreement with SLT ratings was 98.05% for Google Speech (1259/1284) and 99.26% for SIRI (508/517).

Methods

  • Case series with three participants with chronic aphasia and post-semantic word-finding deficits: P1 (23-year-old woman), P2 (39-year-old woman), and P3 (69-year-old man). Inclusion required native German, at least 6 months post-onset, impaired oral naming on the WPP (<90% correct), preserved basic semantic knowledge on the BOSU, and ability to use a tablet and the app independently.
  • Multiple baseline design (A1-B-A2-A3). The planned intervention was 30 LingoTalk oral picture naming sessions over 3 weeks (10 sessions/week, twice daily on 5 days/week), with 6 supervised and 24 self-administered sessions. Items were individualized using PlanBe and divided into treated items, untreated items from treated topics, and untreated items from untreated topics.
  • Outcomes included item-specific naming, generalization to untreated items, naming by definition, WPP oral naming, spontaneous speech word-finding difficulty-to-phrase ratio, ANELT, CAL, and unrelated control tasks. McNemar or Fisher’s exact tests were used for baseline measures except spontaneous speech.

Limitations

  • The paper states that the study is very small (three participants), combines three separate Bachelor’s single cases post hoc with methodological variations, used different aphasia tests (AAT vs. ACL), had differing treatment frequency/intensity, used different feedback modes, had missing ASR data for P3, and provided only very limited evidence for generalization. It also did not compare LingoTalk with other apps or face-to-face therapy.
  • The text makes evident that there was no control group, generalization to an untreated task was assessed only for P3, and spontaneous speech follow-up data were incomplete for P3. P2’s spontaneous speech at A2 was described as not very informative because she was taciturn and brusque.
  • The paper also notes possible ceiling effects: P2 and P3 exceeded 75% accuracy after 15 sessions, which may have contributed to monotony and affected P2’s motivation.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.3389/fcomm.2023.1210193

Cites

49 of 49 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 53 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    There was limited evidence of generalization.

    “although there was limited evidence of generalization.”
    Quote in the paperSubstantial claim
  • Findingown data

    There was a slight reduction in word-finding difficulties during spontaneous speech.

    “Additionally, there was a slight reduction in word-finding difficulties during spontaneous speech.”
    Quote in the paperNot a substantial claim
  • Findingown data

    SIRI rejected 9 responses that the SLTs rated as correct.

    “SIRI rejected 9 responses that the SLTs rated as correct.”
    Quote in the paperNot a substantial claim
  • Findingown data

    There was a high level of agreement in the ratings between ASR and the SLTs, reaching 98.05% for Google Speech (1259/1284 utterances) and 99.26% for SIRI (508/517 utterances).

    “There was a high level of agreement in the ratings between ASR and the SLTs, reaching 98.05% for Google Speech (1259/1284 utterances) and 99.26% for SIRI (508/517 utterances).”
    Quote in the paperSubstantial claim
  • Findingown data

    All participants demonstrated significant and sustained improvement in the naming of practiced items.

    “All participants demonstrated significant and sustained improvement in the naming of practiced items”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. 34
  • May combine two claims. 50
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    P2's word length and articulatory complexity did not influence naming performance.

    “Word length and articulatory complexity did not influence naming performance.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    P1's spontaneous speech was non-fluent and agrammatic, with frequent word-finding difficulties and mild apraxia of speech.

    “Her spontaneous speech was non-fluent and agrammatic, characterized by frequent wordfinding difficulties, and displayed mild symptoms of apraxia of speech.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Google Speech rejected 24 responses that the SLTs rated as correct and accepted one response that the SLTs rated as incorrect.

    “Google Speech rejected 24 responses that the SLTs rated as correct and accepted one response that the SLTs rated as incorrect.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    P1's oral naming was impaired (50% correct in WPP) with no effects of word frequency, word length, or articulatory complexity.

    “Neurolinguistic assessment revealed impaired oral naming [50% correct in WPP (Blanken et al., 1999)] with no effects of word frequency, word length, or articulatory complexity.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Blanken et al., 1999

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    All participants successfully completed the intervention with LingoTalk, although one participant was not able to use the ASR feature.

    “All participants successfully completed the intervention with LingoTalk, although one participant was not able to use the ASR feature.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    P1 had global aphasia confirmed by the AAT, although clinical observation was more indicative of Broca's aphasia.

    “Assessment with the AAT (Huber et al., 1983) confirmed a global aphasia, although clinical observation was more indicative of Broca's aphasia.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Huber et al., 1983

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    P2's oral naming was impaired (65% correct in WPP), and performance for high-frequency words was significantly better than for low-frequency words (24/30 vs. 15/30, p = 0.029; Fisher's exact test).

    “Oral naming was impaired [65% correct in WPP (Blanken et al., 1999)], and performance for highfrequency words was significantly better than for low-frequency words (24/30 vs. 15/30, p = 0.029; Fisher's exact test).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Blanken et al., 1999

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    P2's spontaneous speech was non-fluent, characterized by incomplete sentences due to word-finding difficulties.

    “Her spontaneous speech was non-fluent, characterized by incomplete sentences due to word-finding difficulties.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingreasoning

    P2's errors were mostly semantically related to the target, with few phonological paraphasias.

    “There were few phonological paraphasias, but most errors were semantically related to the target.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    P1's basic semantic knowledge was preserved, whereas oral reading of regular and irregular words was impaired (23% correct in LEMO 2.0/subtest T8).

    “According to BOSU (Glindemann, 2002), basic semantic knowledge was preserved, whereas oral reading of regular and irregular words was impaired [23% correct in LEMO 2.0/subtest T8 (Stadie et al., 2013)].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Glindemann, 2002

      Not checked in the free run.

    • cites Stadie et al., 2013

      Not checked in the free run.

  • May combine two claims.

    Findingnone given

    All participants became considerably faster throughout the therapy process; sessions initially lasted ~40-45 minutes, but by the end were completed in 5-10 minutes.

    “All participants became considerably faster throughout the therapy process.Initially, sessions lasted ∼40-45 minutes, but by the end of the treatment period, they were completed in just 5-10 min.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    P3 enjoyed training on his own as he was

    “P3, on the other hand, enjoyed training on his own as he was”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    P1 liked working with LingoTalk but found practicing on her own somewhat monotonous.

    “P1 liked working with LingoTalk but found practicing on her own somewhat monotonous.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Participants completed 12 to 17 training days instead of six face-to-face sessions within 3 weeks.

    “Instead of six faceto-face sessions within 3 weeks, the participants completed 12 to 17 training days, which aligns much closer with the recommended minimum daily speech therapy dosage (Deutsche Gesellschaft für Neurologie, 2011).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    P3's oral naming was impaired (70% correct in WPP) and affected by word frequency (high: 25/30 vs low: 17/30; p=0.047) and word length (1 syllable: 17/20 vs 3 syllables: 10/20, p=0.041).

    “Oral naming was impaired [70% correct in WPP (Blanken et al., 1999] and affected by word frequency (high: 25/30 correct vs. low: 17/30; p = 0.047) and word length (1 syllable: 17/20 vs. 3 syllables: 10/20, p = 0.041).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Blanken et al., 1999

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Spontaneous speech analysis was not very informative for P2 because her reactions in baseline A2 were rather taciturn and brusque.

    “Spontaneous speech analysis was not very informative as P2's reactions in baseline A2 were rather taciturn and brusque as she knew that she had answered the very same questions already before.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    P1's training effect was sustainable; naming accuracy 8 months after treatment was still significantly better than before (12/50 vs. 39/50, p < 0.001).

    “This training effect was sustainable and naming accuracy 8 months after treatment was still significantly better than before (12/50 vs. 39/50, p < 0.001).”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The automatic speech recognition (ASR) in LingoTalk correctly identifies responses for P1 and P2, so ASR-based scoring is valid.
  • May combine two claims.

    Findingown data

    P2 found practicing independently on a daily basis demanding, leading to a decrease in motivation and occasional complaints, but she did not withdraw.

    “In the case of P2, practicing independently on a daily basis was demanding, leading to a decrease in motivation and occasional complaints.Nevertheless, she did not withdraw from the study.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    P3's spontaneous speech was fluent but marked by various symptoms of word-finding difficulties, including hesitations, rewording, empty phrases, and repetition.

    “His spontaneous speech was fluent but marked by various symptoms of word-finding difficulties, including hesitations, rewording, empty phrases, and repetition of words and phrases.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    P3's improved oral picture naming generalized to naming by definition (1/18 vs. 12/18, p = 0.003), i.e. treated items improved sustainably in an untreated task.

    “Improved oral picture naming generalized to naming by definition (1/18 vs. 12/18, p = 0.003), i.e. treated items improved sustainably in an untreated task.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The data demonstrated that all participants were able to use LingoTalk on their own, as each of them completed at least 29 training sessions within 3 weeks.

    “The data demonstrated that all participants were able to use LingoTalk on their own, as each of them completed at least 29 training sessions within 3 weeks.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    P1 still had very many word-finding difficulties in spontaneous speech although their amount decreased a little bit (from one in 1.54 phrases to one in 2.18 phrases and one in 5.3 phrases in the follow up).

    “There are still very many word-finding difficulties in spontaneous speech although their amount decreased a little bit (from one in 1.54 phrases to one in 2.18 phrases and one in 5.3 phrases in the follow up).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    P2's performance in the ANELT and external CAL did not change.

    “While both the performance in the ANELT (Blomert and Buslach, 1994) and the external assessment of P2's communicative abilities (CAL) (Pulvermüller and Berthier, 2008) did not change”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Blomert and Buslach, 1994

      Not checked in the free run.

    • cites Pulvermüller and Berthier, 2008

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    After the treatment study concluded, P3 acquired a tablet computer of his own and continued using LingoTalk and started to use the internet.

    “After the treatment study concluded, he acquired a tablet computer of his own.He not only continued using LingoTalk but also started to use the internet, for example, for searching about his hobbies.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    P3's basic semantic knowledge was preserved, and oral reading was significantly better than naming of the same words (59/60 vs 42/60, p<0.001).

    “Basic semantic knowledge was preserved [cf.BOSU (Glindemann, 2002)], and the WPP (Blanken et al., 1999) showed that oral reading was significantly better than naming of the very same words (59/60 vs. 42/60, p < 0.001).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Glindemann, 2002

      Not checked in the free run.

    • cites Blanken et al., 1999

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    If they could not name an item, they were able to make use of gradually increasing cues and decided themselves if they wanted to use phonological, semantic, and/or graphemic cueing.

    “If they could not name an item, they were able to make use of gradually increasing cues and decided themselves if they wanted to use phonological, semantic, and/or graphemic cueing.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingnone given

    Participants realized that they became much faster in naming items over time, resulting in shorter training sessions.

    “They realized that they became much faster in naming items over time, resulting in shorter training sessions.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingreasoning

    The treatment with LingoTalk demonstrated robust and long-lasting practice effects but there was limited generalization to spontaneous speech.

    “The treatment with LingoTalk demonstrated robust and longlasting practice effects but there was limited generalization to spontaneous speech.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The most significant increase in accuracy occurred during the first week, followed by continued improvement in the second week, and finally, a consolidation in the third week.

    “The most significant increase in accuracy occurred during the first week, followed by continued improvement in the second week, and finally, a consolidation in the third week.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    The third patient relied on self-assessment and demonstrated a high level of reliability in evaluating his own responses.

    “The third patient relied on self-assessment and demonstrated a high level of reliability in evaluating his own responses.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In P2 and P3, accuracy rates exceeded 75% and remained stable after 15 sessions.

    “In the cases of two participants, P2 and P3, their accuracy rates exceeded 75% and remained stable after already 15 sessions, which could indicate a ceiling effect.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    ASR was successfully utilized by two out of three participants and offered the advantage of an immediate and objective feedback.

    “ASR was successfully utilized by two out of three participants and offered the advantage of an immediate and objective feedback.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    Although the number of practiced items varied significantly among participants, the initial training sessions took ∼45 min for all of them.

    “Although the number of practiced items varied significantly among participants, the initial training sessions took ∼45 min for all of them.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    There appeared to be an initial effect of having a supervisor present: performance of all participants dropped in the first self-training session compared to baseline, but this effect did not persist over the long term.

    “While there appeared to be an initial effect of having a supervisor present -the performance of all participants dropped in the first self-training session compared to their baseline performance -this effect did not persist over the long term.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The project was approved by the research coordinator of the P.A.N Center.

    “The project was approved by the research coordinator of the P.A.N Center.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Word-finding disorders have a significant impact on quality of life.

    “have a significant impact on the quality of life (Hilari et al., 2016)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Hilari et al., 2016

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Effective cueing techniques include phonological, semantic, auditory, and visual hints.

    “Effective cueing techniques include phonological, semantic, auditory, and visual hints (Sze et al., 2021).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Sze et al., 2021

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationreasoning

    ASR enhances clients' independence from their SLT and strengthens their sense of competence, responsibility, and self-efficacy in rehabilitating their language skills.

    “This enhances clients' independence from their SLT and strengthens their sense of competence, responsibility, and selfefficacy in rehabilitating their language skills.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Clients are encouraged to practice more frequently, thereby achieving the intended intensive treatment.

    “Clients are encouraged to practice more frequently, thereby achieving the intended intensive treatment (Stark and Warburton, 2018;Leinweber, 2021).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Stark and Warburton, 2018 source

      Not checked in the free run.

    • cites Leinweber, 2021

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    Word-finding disorders severely limit everyday communication.

    “they severely limit everyday communication (Blom Johansson et al., 2012)”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Blom Johansson et al., 2012

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Participants provided written consent to participate in the study and could withdraw at any time and without giving any reason.

    “They provided written consent to participate in the study and they could withdraw from the study at any time and without giving any reason.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    No additional speech-language treatment was administered during the intervention with LingoTalk.

    “All participants had received speech-language therapy before their involvement in the study, but no additional speech-language treatment was administered during the intervention with LingoTalk.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    With both Google Speech and SIRI operating with an accuracy rate of over 95%, the feedback provided by the app is reliable.

    “With both Google Speech and SIRI operating with an accuracy rate of over 95%, we consider the feedback provided by the app to be reliable.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Transparent progress monitoring of the intervention appears to positively influence patients' motivation.

    “Transparent progress monitoring of the intervention appears to positively influence patients' motivation.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The research was conducted in accordance with the relevant institutional guidelines, including the EU General Data Protection Regulation (GDPR) and the Brandenburg State Data Protection Law (BbgDSG) as well as the German Research Foundation's Guidelines for Safeguarding Good Research Practice.

    “The research was conducted in accordance with the relevant institutional guidelines, including the EU General Data Protection Regulation (GDPR) and the Brandenburg State Data Protection Law (BbgDSG) as well as the German Research Foundation's Guidelines for Safeguarding Good Research Practice.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Brüsch (2022) suggests using three item sets for each participant: treated items, untreated items from treated topic, untreated items from untreated topic, each set 20-30 items and preferably different part of speech.

    “To investigate item-specific effects as well as generalization, Brüsch (2022) suggests to use three item sets for each participant: (1) treated items, (2) untreated items from treated topic, (3) untreated items from untreated topic.Each set should contain 20-30 items and preferably different part of speech.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Brüsch (2022)

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    P2's basic semantic knowledge was preserved, and the semantic errors were attributed to insufficient activation of the lexical entry in the POL, resulting in retrieval of a semantically similar response.

    “As basic semantic knowledge was preserved [cf.BOSU (Glindemann, 2002)], the latter errors were attributed to insufficient activation of the lexical entry in the POL, resulting in the retrieval of a semantically similar response.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Glindemann, 2002

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationown data

    This divergence might be attributed to motivational factors as indicated by participants' comments.

    “This divergence might be attributed to motivational factors as indicated by participants' comments.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    P3's drop in naming accuracy in sessions 28-37 was due to his attempt to use ASR again, which failed without him noticing, so none of his responses were identified as correct.

    “Upon investigation, P3 explained that he had attempted to use the ASR once more.It seems that he failed to do so without noticing.Consequently, none of his responses were identified as correct during this period.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    The intervention with a digital application eventually sparked interest and instilled self-confidence for participating in digital services such as the use of search engines and websites.

    “The intervention with a digital application eventually sparked interest and instilled self-confidence for participating in digital services such as the use of search engines and websites.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    P1 completed 30 sessions within 17 days.

    “While P1 deviated only marginally by completing 30 sessions within 17 days”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    Floor or ceiling effects were avoided by adjusting the level of difficulty based on LingoTalk's item difficulty rating.

    “Floor or ceiling effects were avoided by adjusting the level of difficulty based on LingoTalk's item difficulty rating.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    As the performance in an unrelated control task remained stable, the item-specific training effect and the generalization to untreated items and the WPP can be attributed to the intervention with LingoTalk and are not caused by some general or unspecific improvement.

    “As the performance in an unrelated control task [LEMO 2.0 T9, writing non-words by dictation (Stadie et al., 2013)] remained stable, the item-specific training effect and the generalization to untreated items and the WPP (Blanken et al., 1999) can be attributed to the intervention with LingoTalk and are not caused by some general or unspecific improvement.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Stadie et al., 2013

      Not checked in the free run.

    • cites Blanken et al., 1999

      Not checked in the free run.

    • Rests on an assumption: The control tasks used (writing non-words to dictation for P1, written picture naming for P2, oral non-word repetition for P3) are unrelated to oral naming and not practiced during intervention, so they can control for unspecific general improvement.
  • May combine two claims.

    Interpretationown data

    Although PlanBe was originally developed for individuals who use AAC, it proved to be suitable and beneficial for clients with aphasia as well.

    “Although PlanBe (Pfeiffer and Leisner, 2016) was originally developed for individuals who use AAC, it proved to be suitable and beneficial for clients with aphasia as well.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Pfeiffer and Leisner, 2016

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    Performance in an unrelated control task (WPP written naming) did not change for P2, tracing back the item-specific training effect to the intervention.

    “Performance in an unrelated control task [WPP written naming (Blanken et al., 1999)] did not change, tracing back the item-specific training effect to our intervention.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Blanken et al., 1999

      Not checked in the free run.

    • Rests on an assumption: The control tasks used (writing non-words to dictation for P1, written picture naming for P2, oral non-word repetition for P3) are unrelated to oral naming and not practiced during intervention, so they can control for unspecific general improvement.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    P3 completed 46 training sessions within 16 days.

    “P3 enjoyed working with the tablet computer and completed 46 training sessions within 16 days.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Involving patients in the item selection process and developing individual item sets makes the materials relevant to everyday life and usually increases motivation for the intervention.

    “Involving patients in the item selection process and developing individual item sets makes the materials relevant to everyday life and usually increases motivation for the intervention (Renvall et al., 2013b).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Renvall et al., 2013b

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    LingoTalk's extensive database allowed for item selection tailored to the patients' individual needs.

    “LingoTalk's extensive database allowed for item selection tailored to the patients' individual needs.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    P2 completed 29 sessions within 12 days.

    “she increased the number of sessions per day, resulting in 29 sessions within 12 days.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    To control for unspecific, general improvement, a task unrelated to oral naming and not practiced during intervention was administered before and after treatment.

    “To control for unspecific, general improvement, a task unrelated to oral naming and not practiced during intervention was administered before and after treatment.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The control tasks used (writing non-words to dictation for P1, written picture naming for P2, oral non-word repetition for P3) are unrelated to oral naming and not practiced during intervention, so they can control for unspecific general improvement.
  • May combine two claims.

    Study design and conductown data

    The study did not compare LingoTalk to other app-based interventions or to traditional face-to-face approaches.

    “While our study investigated the effectiveness of an intervention with LingoTalk, it did not compare LingoTalk to other app-based interventions [e.g., neolexon (Jakob and Späth, 2023)] or to traditional face-toface approaches.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning

    The three single cases were combined post-hoc into one case series, resulting in some lack of coherence.

    “For the purposes of this paper, we combined these three single cases posthoc into one case series, resulting in some lack of coherence.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Participants used different feedback modes (ASR vs. self-assessment) as one was not able to handle ASR.

    “The participants also used different feedback modes (ASR vs. self-assessment) as one of them was not able to handle ASR.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductnone given

    The research originated from three separate Bachelor's theses, each investigating a single case, resulting in slight variations in methodology during neurolinguistic assessment and intervention.

    “Our research originated from three separate Bachelor's theses, each investigating a single case, and as such, there were slight variations in methodology during both neurolinguistic assessment and intervention.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Both feedback modes provide an opportunity for patients to gain independence from their SLT.

    “Both feedback modes provide an opportunity for patients to gain independence from their SLT.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Data on within-level generalization for P1 and P2 were not collected.

    “Unfortunately, we did not collect such data for P1 and P2.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.

    Interpretationcitation

    Improving lexical retrieval through a self-administered, app-based treatment aligns with a participation-oriented speech-language therapy approach, enhancing everyday communication as advocated by the ICF.

    “Improving lexical retrieval through a self-administered, app-based treatment then aligns with a participation-oriented speech-language therapy approach, enhancing everyday communication as advocated by the International Classification of Functioning, Disability, and Health (ICF, World Health Organization, 2001).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites World Health Organization, 2001

      Not checked in the free run.

  • May combine two claims.

    Study design and conductreasoning

    Different tests (AAT and ACL) were used to diagnose aphasia, making patient profiles not entirely comparable.

    “For instance, different tests [AAT (Huber et al., 1983) and ACL (Kalbe et al., 2010)] were used to diagnose aphasia, making the patient profiles not entirely comparable.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Generalization to spontaneous speech was based on a rather general, though established, indicator, i.e. the ratio of word-finding difficulties to phrases.

    “Generalization to treated items in an untreated task was only addressed for one participant, and generalization to spontaneous speech was based on a rather general, though established, indicator, i.e. the ratio of word-finding difficulties to phrases (Bayer, 1986).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bayer, 1986

      Not checked in the free run.

  • May combine two claims.

    Interpretationnone given

    LingoTalk's evaluation screen provided patients with transparency regarding their progress, motivating them to persist with the treatment.

    “LingoTalk's evaluation screen provided patients with transparency regarding their progress, motivating them to persist with the treatment.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationown data

    The stable high accuracy in P2 and P3 could indicate a ceiling effect.

    “In the cases of two participants, P2 and P3, their accuracy rates exceeded 75% and remained stable after already 15 sessions, which could indicate a ceiling effect.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    The efficacy of the intervention was demonstrated for treated items, but evidence for generalization is very limited.

    “The efficacy of the intervention was demonstrated for treated items, but evidence for generalization is very limited.”
    Quote in the paperSubstantial claim
72 of 72
  • The paper relies on this without support.

    Generalization to untreated items requires that they share semantic or phonological features with treated items, and that these features are targeted during intervention.

    “Generalization to untreated items requires that they share semantic or phonological features with treated items, and that these features are targeted during intervention.”
  • The paper relies on this without support.

    The accuracy of ASR established with neurotypical speakers extends to speakers with aphasia.

    “To determine the accuracy of the app's ASR functionality, we analyzed 1801 utterances from ten neurotypical native German speakers (six men, four women, aged 20-70).”
  • The paper relies on this without support.

    The availability of high-quality speech-language applications is still limited in German-speaking countries.

    “The availability of high-quality speech-language applications is still limited in German-speaking countries.”
  • The paper relies on this without support.

    Only a few apps are specifically designed for adults with aphasia.

    “Only a few apps are specifically designed for adults with aphasia.”
  • The paper relies on this without support.

    Digital applications can offer immediate feedback that is independent of the therapist, objective, and reliable.

    “In contrast, digital applications, can offer immediate feedback that is independent of the therapist, objective, and reliable.”
  • The paper relies on this without support.

    The control tasks used (writing non-words to dictation for P1, written picture naming for P2, oral non-word repetition for P3) are unrelated to oral naming and not practiced during intervention, so they can control for unspecific general improvement.

    “To control for unspecific, general improvement, a task unrelated to oral naming and not practiced during intervention was administered before and after treatment.”
    “As the performance in an unrelated control task [LEMO 2.0 T9, writing non-words by dictation (Stadie et al., 2013)] remained stable, the item-specific training effect and the generalization to untreated items and the WPP (Blanken et al., 1999) can be attributed to the intervention with LingoTalk and are not caused by some general or unspecific improvement.”
  • The paper relies on this without support.

    The automatic speech recognition (ASR) in LingoTalk correctly identifies responses for P1 and P2, so ASR-based scoring is valid.

    “A response would be considered correct if the ASR could identify the response.”
    “P1 and P2 could use ASR immediately.”
  • The paper relies on this without support.

    LingoTalk is the first German speech-language app that incorporates ASR.

    “LingoTalk is the first German speech-language app that incorporates ASR, enabling app-based evaluation and feedback in an oral picture naming task.”
  • The paper relies on this without support.

    Self-assessment requires a sufficient level of self-monitoring and honesty in evaluating incorrect responses.

    “Selfassessment requires a sufficient level of self-monitoring and honesty in evaluating incorrect responses.”
  • The paper relies on this without support.

    Utilizing ASR demands coordination between button press and speech output.

    “utilizing ASR demands coordination between button press and speech output”
  • The paper relies on this without support.

    The typical duration of a therapy session in standard outpatient care is approximately 45 minutes.

    “This corresponds to the typical duration of a therapy session in standard outpatient care and should not be exceeded to ensure patient engagement.”
  • The paper relies on this without support.

    In circumstances of a shortage of SLT services, digital technologies can ensure ongoing care.

    “In such circumstances, digital technologies can ensure ongoing care.”
12 of 12

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

  • P1's sessions-per-training-day average is incorrect

    Minor

    P1 completed 30 sessions over 17 training days, averaging about 1.76 sessions per day rather than 1.82.

    Reported 1.82 · recomputed 1.764706

1 of 1

Cites

Flagged first, then by citations

Research works printed but not linked: 22

  1. Ahrens, 2022, Anwendung eines operationalisierten Protokolls für eine Wortabruftherapie mit der App LingoTalk
  2. Asmussen, 2013, Therapiefrequenz in der ambulanten logopädischen Praxis, Forum Logopäedie, 27, 12, 10.2443/skv-s-2013-53020130202 · DOI
  3. Bayer, 1986, Die linguistische Bewertung aphasischer Spontansprache: Eine Anleitung für die Praxis., 9
  4. Bergmann, 2012, Flip Your Classroom
  5. Blanken, 1999, Wortproduktionsprüfung
  6. Blomert, 1994, Amsterdam-Nijmegen Everyday Language Test (ANELT)-Deutsche Fassung
  7. Brüsch, 2022, Wie kann die Wirksamkeit einer Wortabruf-Therapie mit der App “Lingo Talk” überprüft werden? Entwicklung eines Studiendesigns
  8. 2011, Leitlinie “Rehabilitation aphasischer Störungen nach Schlaganfall”.
  9. Glindemann, 2002, Bogenhausener Semantik-Untersuchung: BOSU
  10. Goodglass, 1997, “Word-finding deficits in Aphasia,”, 3
  11. Huber, 1983, Aachener Aphasie Test (AAT)
  12. Jakob, 2023, Neolexon
  13. KalbeE. ReinholdN. EnderU. KesslerJ. Aphasie-Check-Liste (ACL). Istein: Schulz-Kirchner Verlag GmbH2010
  14. Lorenz, 2004, Die Behandlung von Wortabrufstörungen bei Aphasie: Eine methodenvergleichende Studie zum Bildbenennen (Doctoral dissertation
  15. Nickels, 2001, Spoken Word Production. The Handbook of Cognitive Neuropsychology: What Deficits Reveal About the Human Mind, 291
  16. Pfeiffer, 2016, PlanBe
  17. Saalfrank, 2023, Evaluation einer app-gestützten Wortabruftherapie im ambulnten Setting - Eine Einzelfallstudie mit LingoTalk
  18. Schmitz-Antonischki, 2021, Therapie von Wortabrufstörungen mit der App LingoTalk bei einer Patientin mit Aphasie
  19. Stadie, 2013, LEMO 2, 0
  20. Wegener, 2010, “The whole is more than the sum of its parts: Improving compound naming through full forms and constituents,”
  21. Wendlandt, 2002, Therapeutische Hausaufgaben
  22. 2001, ICF

Cited by

Sorted by citations

Authors
Heide, J., Netzebandt, J., Ahrens, S., Brüsch, J., Saalfrank, T., & Schmitz-Antonischki, D.
Affiliations
University of Potsdam (DE)
Corresponding author
Heide, Judith
Venue
Frontiers in Communication
Published
2023-12-01
Volume
8
ISSN
2297-900X (ISSN-L)
OpenAlex
W4389223675
Cited by
6
References
49
Citations by year
2026: 1 · 2025: 3 · 2024: 2
FWCI
2.99
Type
journal article
Language
en
Open access
Locations
  • Frontiers in Communication (publishedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • publish.UP (University of Potsdam) (submittedVersion, cc-by)
Funders
Deutsche Forschungsgemeinschaft (491466077)
Topics
  • Health Sciences › Health Professions › Occupational Therapy › Assistive Technology in Communication and Mobility
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
  • Health Sciences › Medicine › Physiology › Voice and Speech Disorders
Keywords
aphasia, word retrieval, self-administered intervention, speech recognition, word-finding difficulties, oral naming, generalization, medication adherence, progress monitoring, spontaneous speech

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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